Dropping the null values

Question 1

Rank top 3 Breweries which produce the strongest beers?

Question 2

Which year did beers enjoy the highest ratings?

In year 2000 beer rating were highest

Question 3

Based on the user’s ratings which factors are important among taste, aroma, appearance, and palette?

Aroma is the most important aspect

Question 4

If you were to recommend 3 beers to your friends based on this data which ones will you recommend?

Question 5

Which Beer style seems to be the favorite based on reviews written by users?

Question 6

How does written review compare to overall review score for the beer styles?

Question 7

How do find similar beer drinkers by using written reviews only?

Though the above graph dosen't give much insight but upon zooming in it will put similar reviews near by making them small clusters which can then recommended to other similar beer drinkers

Note: Due to high computational time we couldn't use higher embedding size which would have given better insights about similar beeer drinkers